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A Reconfigurable Layered-Based Bio-Inspired Smart Image Sensor

机译:可重新配置的基于层的生物启发式智能图像传感器

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This paper presents a hardware architecture to extract features from an image using the concepts of bio-inspired computing and a method of converting sequential image processing to parallel computational processing units that can execute on the sensor. These computational units are oriented on vertically integrated hierarchical planes and enabled with a region based Attention Module which separates the Regions of Interest (ROIs) from the image. In each layer, the computational units work in parallel and introduce massive parallelism at the pixel level. At the same time, the design saves dynamic power by dynamically enabling and disabling the computational units which ensure high-performance and high-throughput. Moreover, the units are made reconfigurable to support a wide range of machine vision applications by forming a basic structure that is common to all operations and reconfigurable parts for a specific application. Our simulation result shows the design achieves 4.852× power savings on ROIs while processing at 465 Kfps with 800 MHz clock frequency.
机译:本文介绍了一种硬件架构,可利用生物启发式计算的概念从图像中提取特征,以及一种将顺序图像处理转换为可以在传感器上执行的并行计算处理单元的方法。这些计算单元面向垂直集成的分层平面,并启用了基于区域的关注模块,该模块将关注区域(ROI)与图像分开。在每一层中,计算单元并行工作,并在像素级别引入大量并行性。同时,该设计通过动态启用和禁用计算单元来节省动态功耗,从而确保高性能和高吞吐量。此外,通过形成所有操作通用的基本结构和特定应用的可重配置零件,这些单元可重配置以支持广泛的机器视觉应用。我们的仿真结果表明,该设计在以465 Kfps的频率和800 MHz的时钟频率进行处理时,实现ROI节省4.852倍的功耗。

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